Publications
Rethinking normalization methods in federated learning." In Distributedml 2022 Proceedings of the 3rd International Workshop on Distributed Machine Learning, Part of Conext 2022, 16-22. 2022.
"Robustify ML-based lithography hotspot detectors." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"RRAM-based Neuromorphic Computing: Data Representation, Architecture, Logic, and Programming." In Proceedings 2022 25th Euromicro Conference on Digital System Design, Dsd 2022, 423-428. 2022.
"Security Threat to the Robustness of RRAM-based Neuromorphic Computing System." In Proceedings 2022 Ieee International Symposium on Smart Electronic Systems, Ises 2022, 267-271. 2022.
"SMALE: Enhancing Scalability of Machine Learning Algorithms on Extreme-Scale Computing Platforms., 2022.
Space-Time-Efficient Modeling of Large-Scale 3-D Cross-Point Memory Arrays by Operation Adaption and Network Compaction." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 10 (2022): 3479-3491.
"A survey of architectures of neural network accelerators." Scientia Sinica Informationis 52, no. 4 (2022): 596-611.
"Toward Efficient and Adaptive Design of Video Detection System with Deep Neural Networks." Acm Transactions on Embedded Computing Systems 21, no. 3 (2022).
"Towards Collaborative Intelligence: Routability Estimation based on Decentralized Private Data." In Proceedings Design Automation Conference, 961-966. 2022.
"The Untapped Potential of Off-the-Shelf Convolutional Neural Networks." In Proceedings 2022 Ieee/Cvf Winter Conference on Applications of Computer Vision, Wacv 2022, 2907-2916. 2022.
"1S1R-based stable learning through single-spike-encoded spike-timing-dependent plasticity." In Proceedings Ieee International Symposium on Circuits and Systems. Vol. 2021-May. 2021.
"2021: The Greatest Reset [From the Editor]." Ieee Circuits and Systems Magazine 21, no. 1 (2021).
"AccuReD: High Accuracy Training of CNNs on ReRAM/GPU Heterogeneous 3-D Architecture." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 40, no. 5 (2021): 971-984.
"AI-Powered IoT System at the Edge." In Proceedings 2021 Ieee 3rd International Conference on Cognitive Machine Intelligence, Cogmi 2021, 242-251. 2021.
"APOLLO: An automated power modeling framework for runtime power introspection in high-volume commercial microprocessors." In Proceedings of the Annual International Symposium on Microarchitecture, Micro, 1-14. 2021.
"Automatic Routability Predictor Development Using Neural Architecture Search." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. Vol. 2021-November. 2021.
"BitSystolic: A 26.7 TOPS/W 2b8b NPU with Configurable Data Flows for Edge Devices." Ieee Transactions on Circuits and Systems I: Regular Papers 68, no. 3 (2021): 1134-1145.
"Brain Inspired Computing: The Extraordinary Voyages in Known and Unknown Worlds." In 2021 Ieee International Symposium on Smart Electronic Systems (Ises 2021), XXXI - XXXII. 2021.
"Bridging a Gap in SAR-ATR: Training on Fully Synthetic and Testing on Measured Data." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14 (2021): 2942-2955.
"BSQ: EXPLORING BIT-LEVEL SPARSITY FOR MIXED-PRECISION NEURAL NETWORK QUANTIZATION." In Iclr 2021 9th International Conference on Learning Representations. 2021.
"Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap?" In Proceedings of the Ieee International Conference on Computer Vision, 41-50. Vol. 2021-October. 2021.
"Combining improved genetic algorithm and matrix semi-tensor product (STP) in color image encryption." Signal Processing 183 (2021).
"Connection-based Processing-In-Memory Engine Design Based on Resistive Crossbars." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 107-113. 2021.
"DeepObfuscator: Obfuscating Intermediate Representations with Privacy-Preserving Adversarial Learning on Smartphones." In Iotdi 2021 Proceedings of the 2021 International Conference on Internet of Things Design and Implementation, 28-39. 2021.
"Defending against GAN-based DeepFake Attacks via Transformation-aware Adversarial Faces." In Proceedings of the International Joint Conference on Neural Networks. Vol. 2021-July. 2021.
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